CliMA / EnsembleKalmanProcesses.jl
Derivative-free parameter calibration and uncertainty quantification for expensive models using ensemble Kalman methods
Why this job: works in the areas we cover, but does not say which job it does

What it does
- Derivative-free. no gradients of the forward model G are required — you only need to run it at different parameter values.
- Language-agnostic. G does not need to be written in Julia.
- Efficient at scale. computational complexity does not scale strongly with the number of parameters, and the methods tolerate noisy and complex parameter-to-data landscapes.
- Parallelizable. ensemble model evaluations are embarrassingly parallel, so you can exploit HPC resources (parallelism guide).
- Composable priors and observations. lego-like interfaces for building complex parameter distributions and observations.
Get started
No single install command. Read the steps in the README (opens in new tab)
- Maintenance
- Active
- Last commit 24 days ago
- Stars
- 130
- +1 this week
- Licence
- Apache-2.0
- Allows business use
- Downloads for
- None listed
- No release files
- Latest version
- v2.7.4
- Released 2 months ago
- Built with
- Julia
- 96% of the code
Is it looked after?
- Contributors
- Not stated
- Last 90 days
- Issues
- 87% closed
- 27 still open
- Pull requests
- 344 merged
- 3 waiting
- Releases
- 54
- 6 in the last year
- No contributing guide
- No security policy
- No code of conduct
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More: languages, topics and project record
Languages
- Julia 96%
- Shell 2%
- TeX 2%
Topics
- bayesian-inference
- calibration
- data-assimilation
- derivative-free-optimization
- ensemble-kalman-filter
- ensemble-kalman-inversion
- inverse-problems
- julia
- machine-learning
- optimization
- parameter-estimation
- scientific-computing
Project record
- JobOther AI tools
- StatusListed
- Commits854
- Forks23
- Watching2
- Stars in 28 days+2
- CreatedNov 18, 2020
- First seen by usNov 7, 2026
- CheckedNov 12, 2026
